VergeSense Launches the Large Spatial Model (LSM), Unlocking Spatial Intelligence for Workplace

VergeSense, a leader in occupancy intelligence, has announced the launch of its Large Spatial Model (LSM) a new AI foundational model designed to predict workplace utilization and demand. Built on eight years of real-world workplace data spanning more than 200 million square feet of office environments, the LSM introduces predictive intelligence to workplace and real estate technology.

While recent advances in artificial intelligence have focused on language and visual understanding, the next frontier is spatial intelligence the ability for machines to understand how people move through physical environments, how they use space, and how layout and design influence behavior. VergeSense’s LSM brings this capability directly into the workplace, enabling the industry to evolve beyond retrospective measurement toward forward-looking prediction.

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“Until now, workplace technology has largely focused on explaining what already happened,” said Dan Ryan, CEO of VergeSense. “The Large Spatial Model changes that paradigm. It enables workplace and real estate leaders to ask and answer what happens next when they change how space is designed, scheduled, or used.”

From Reporting to Predictive Planning

Workplace and real estate teams have traditionally relied on utilization reports, historical trends, and static assumptions to guide space decisions. In a modern office environment where behavior fluctuates week to week those backward-looking tools often fall short.

VergeSense’s LSM transforms workplace strategy into an ongoing modeling process. Instead of simply tracking occupancy, teams can simulate real-world outcomes under different conditions, supporting scenario-based planning and continuous optimization. This shift moves organizations from static space accounting to behavioral forecasting, allowing decisions to adapt as employee patterns change. VergeSense’s recently introduced Predictive Planning solution enables customers to apply LSM-powered insights.

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What the Large Spatial Model Unlocks for Partners

Through API-based integration, VergeSense enables technology partners to embed spatial intelligence directly into the platforms their customers already rely on.

With access to the LSM, partners can deliver predictive capabilities such as:

• Integrated workplace management and planning platforms: scenario modeling, space right-sizing, and demand breakpoints
• Workplace experience applications: predictive occupancy and smarter space availability recommendations
• Smart building systems: demand-aware scheduling to optimize energy usage and maintenance planning
• Design and space planning tools: layout simulation and performance scoring prior to build-out

These capabilities allow partners to move beyond dashboards and reactive reporting, delivering adaptive, future-ready workplace solutions.

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Availability

The VergeSense Large Spatial Model is available immediately to technology partners via API. Customers can access predictive insights through VergeSense’s Predictive Planning offering.

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